{ "cells": [ { "cell_type": "markdown", "source": [ "# Second-level function signatures\n", "\n", "Some signature types are furhter subdivided to get a more fine-grain classification. This notebook generates second-level signatures for cluster 4 (city centres) and cluster 0 (residential neighbourhoods).\n", "\n", "The method mirrors top-level clustering." ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "import dask.dataframe\n", "import pandas as pd\n", "import numpy as np\n", "\n", "from clustergram import Clustergram" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import contextily as ctx\n", "import urbangrammar_graphics as ugg\n", "import dask_geopandas\n", "from utils.dask_geopandas import dask_dissolve" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "data = dask.dataframe.read_parquet(\"../../urbangrammar_samba/spatial_signatures/clustering_data/function/standardized/\")\n", "data = data.drop(columns=[\"keep_q1\", \"keep_q2\", \"keep_q3\"])\n", "%time data = data.compute()\n", "data" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "CPU times: user 25 s, sys: 28.4 s, total: 53.3 s\n", "Wall time: 44.8 s\n" ] }, { "output_type": "execute_result", "data": { "text/html": [ "
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6847 rows × 2 columns
\n", "\n", " | population_q1 | \n", "population_q2 | \n", "population_q3 | \n", "night_lights_q1 | \n", "night_lights_q2 | \n", "night_lights_q3 | \n", "A, B, D, E. Agriculture, energy and water_q1 | \n", "A, B, D, E. Agriculture, energy and water_q2 | \n", "A, B, D, E. Agriculture, energy and water_q3 | \n", "C. Manufacturing_q1 | \n", "... | \n", "Code_18_521_q2 | \n", "Code_18_334_q3 | \n", "Code_18_244_q1 | \n", "Code_18_244_q2 | \n", "Code_18_331_q3 | \n", "Code_18_132_q2 | \n", "Code_18_132_q3 | \n", "Code_18_521_q1 | \n", "Code_18_222_q2 | \n", "Code_18_521_q3 | \n", "
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4040688 rows × 151 columns
\n", "\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"\n", " | tessellation | \n", "1 | \n", "2 | \n", "3 | \n", "4 | \n", "5 | \n", "6 | \n", "7 | \n", "8 | \n", "9 | \n", "... | \n", "15 | \n", "16 | \n", "17 | \n", "18 | \n", "19 | \n", "20 | \n", "21 | \n", "22 | \n", "23 | \n", "24 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
hindex | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
c000e109777t0001 | \n", "POLYGON ((336192.633 427056.666, 336192.607 42... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "5 | \n", "7 | \n", "... | \n", "13 | \n", "15 | \n", "8 | \n", "15 | \n", "18 | \n", "9 | \n", "6 | \n", "20 | \n", "10 | \n", "10 | \n", "
c000e109777t0002 | \n", "POLYGON ((336202.056 427028.254, 336199.483 42... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "5 | \n", "7 | \n", "... | \n", "13 | \n", "15 | \n", "8 | \n", "15 | \n", "18 | \n", "9 | \n", "6 | \n", "20 | \n", "10 | \n", "10 | \n", "
c000e109777t0004 | \n", "POLYGON ((336220.377 427052.195, 336218.829 42... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "5 | \n", "7 | \n", "... | \n", "13 | \n", "15 | \n", "8 | \n", "15 | \n", "18 | \n", "9 | \n", "6 | \n", "20 | \n", "10 | \n", "10 | \n", "
c000e109777t0006 | \n", "POLYGON ((336270.524 427056.284, 336270.988 42... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "5 | \n", "7 | \n", "... | \n", "13 | \n", "15 | \n", "8 | \n", "15 | \n", "18 | \n", "9 | \n", "6 | \n", "20 | \n", "10 | \n", "10 | \n", "
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... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
c102e174143t0000 | \n", "POLYGON ((389579.000 395340.000, 389587.800 39... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "2 | \n", "0 | \n", "0 | \n", "... | \n", "11 | \n", "11 | \n", "3 | \n", "8 | \n", "7 | \n", "14 | \n", "14 | \n", "15 | \n", "6 | \n", "11 | \n", "
c102e536902t0000 | \n", "POLYGON ((401240.000 395746.000, 401219.000 39... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "5 | \n", "1 | \n", "6 | \n", "3 | \n", "... | \n", "0 | \n", "14 | \n", "5 | \n", "0 | \n", "8 | \n", "16 | \n", "7 | \n", "0 | \n", "1 | \n", "3 | \n", "
c102e220111t0000 | \n", "POLYGON ((401577.000 396114.000, 401571.860 39... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "5 | \n", "2 | \n", "6 | \n", "3 | \n", "... | \n", "8 | \n", "14 | \n", "5 | \n", "0 | \n", "8 | \n", "16 | \n", "7 | \n", "0 | \n", "1 | \n", "3 | \n", "
c102e220091t0000 | \n", "POLYGON ((402112.440 396148.780, 402126.770 39... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "5 | \n", "2 | \n", "6 | \n", "0 | \n", "... | \n", "8 | \n", "14 | \n", "0 | \n", "11 | \n", "8 | \n", "16 | \n", "7 | \n", "0 | \n", "1 | \n", "3 | \n", "
c102e220121t0000 | \n", "POLYGON ((401642.000 396971.000, 401631.000 39... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "5 | \n", "1 | \n", "2 | \n", "3 | \n", "... | \n", "0 | \n", "14 | \n", "5 | \n", "0 | \n", "8 | \n", "10 | \n", "7 | \n", "0 | \n", "1 | \n", "3 | \n", "
4040688 rows × 25 columns
\n", "\n", " | \n", " | clusters | \n", "geometry | \n", "
---|---|---|---|
0 | \n", "0 | \n", "0 | \n", "POLYGON Z ((560121.918 97211.634 0.000, 560121... | \n", "
1 | \n", "0 | \n", "POLYGON Z ((559974.823 97330.997 0.000, 559974... | \n", "|
2 | \n", "0 | \n", "POLYGON Z ((559619.895 97374.969 0.000, 559619... | \n", "|
3 | \n", "0 | \n", "POLYGON Z ((560247.409 98085.031 0.000, 560248... | \n", "|
4 | \n", "0 | \n", "POLYGON Z ((560121.666 98079.843 0.000, 560123... | \n", "|
... | \n", "... | \n", "... | \n", "... | \n", "
5 | \n", "5362 | \n", "5 | \n", "POLYGON Z ((345984.205 751366.135 0.000, 34598... | \n", "
5363 | \n", "5 | \n", "POLYGON Z ((342260.266 865598.519 0.000, 34226... | \n", "|
5364 | \n", "5 | \n", "POLYGON Z ((342373.066 865666.244 0.000, 34237... | \n", "|
5365 | \n", "5 | \n", "POLYGON Z ((342634.647 865740.155 0.000, 34263... | \n", "|
5366 | \n", "5 | \n", "POLYGON Z ((343119.757 865965.342 0.000, 34312... | \n", "
56153 rows × 2 columns
\n", "